Impleko AI

When Off-the-Shelf Is Not EnoughTrain a Model on Your Data

Custom model work for teams that need more than a generic API: retrieval, prompt engineering, model selection, and fine-tuning, so the AI behaves the way your domain demands.

When youneed this

  • A generic model gets your domain language or edge cases wrong.
  • You need consistent format, tone, or behavior a prompt cannot guarantee.
  • Accuracy or cost at scale demands a tuned approach.
  • Your data is your edge, and you want the model to use it.

WHAT WE BUILD

Model Selection

The right base model for your task, cost, and accuracy needs, across Claude, OpenAI, and open-source.

Retrieval-Augmented Generation

Ground the model in your data so it is accurate and current without retraining.

Prompt and System Engineering

Reliable behavior and format through rigorous prompt design.

Fine-Tuning

Train a model on your examples where tuning genuinely beats retrieval.

Evaluation Harnesses

Measure accuracy against your real cases, so improvement is provable.

Cost and Latency Optimization

The right approach to run fast and affordable at scale.

How we deliver

From Idea to Production Agent in Weeks

A structured approach with clear milestones ensures every agent is validated against business KPIs before going live.

  • Approach audit

    We determine honestly whether you need RAG, prompt work, fine-tuning, or a mix.

  • Baseline and eval

    Measure the off-the-shelf model against your real cases first.

  • Build

    The chosen approach, implemented and evaluated against that baseline.

  • Deploy and monitor

    Live, measured, and re-tuned as needs shift.

Success stories

HEALTH PLANS OF NC

Delivering fast, human-like conversations with AI that understands user intent, answers accurately, and provides instant support. We build intelligent conversational AI solutions powered by LLMs, RAG, and secure enterprise knowledge bases to automate customer interactions while improving user experience across web and mobile platforms.

  • 24/7 AI-powered customer support with natural, context-aware conversations
  • Accurate responses using RAG with company documents, FAQs, and knowledge bases
  • Reduced response time and support workload through intelligent automation
  • Scalable, secure conversational AI with analytics, multilingual support, and seamless CRM/API integrations

HEALTHCARE MANAGEMENT DASHBOARD

We built a modern healthcare management system that unifies patient data, appointment scheduling, referrals, and quality monitoring into a single dashboard. With real-time reporting and intelligent workflow automation, healthcare teams can manage daily operations more efficiently while delivering a better patient experience.

  • Unified dashboard for patients, appointments, and clinical operations.
  • Live reporting with actionable insights and performance monitoring.
  • Secure, scalable architecture designed for healthcare organizations.
  • Increased operational efficiency with automated processes and centralized data.

INK SEO WRITER

A fast-growing content marketing platform needed an all-in-one AI writing solution to simplify content creation, SEO optimization, and campaign management. We developed an intelligent AI-powered platform that enables users to research keywords, generate high-quality content, create images, and optimize everything for better search rankingsall from a single dashboard.

  • Increased content production by 5x with AI-assisted writing workflows.
  • Reduced content planning time by 80% using automated keyword research and clustering.
  • Improved search visibility with AI-powered SEO optimization, helping content rank faster.
  • Enabled marketers to create blogs, social media campaigns, email sequences, and ad copy from one unified platform.
Who we work with

AI Agents for Any Industry

Every industry has different challenges. We create industry-specific AI solutions designed for your business.

  • Financial Services

    • Tutoring and learning agents
    • Content generation pipelines
    • Editorial review copilots
    • Personalization engines

  • Retail & E-commerce

    • Personalized shopping agents
    • Catalog enrichment automation
    • Customer support copilots
    • Demand forecasting agents

  • Healthcare

    • Clinical documentation agents
    • Patient triage chat
    • HIPAA-grade RAG systems
    • Claims processing automation

  • Real Estate

    • In-product AI copilots
    • Internal knowledge agents
    • Sales research automation
    • Engineering productivity tools

SPECIALIZEDMODEL SERVICES

Two production-focused practices inside the wider automation engagement. Pick a starting point, or let us recommend one during discovery.

  • RAG and Retrieval Engineering

    Often the right answer before fine-tuning, grounding in your data.

  • Fine-Tuning and Evals

    Custom training with a rigorous evaluation harness, where it earns its cost

Agentic AI · Why now

The NumbersBehind Agentic AI

Independent research shows AI agents moving from pilots into production, cutting operational cost and reshaping how work gets done. It also shows most projects failing. Which is exactly why the build matters more than the model.

Questions Teams Ask First

Often not. We test RAG and prompt engineering first and tell you honestly.

Quality labeled examples. The audit tells you if you have enough.

An evaluation harness measured against your real cases.

Claude, OpenAI, and open-source, chosen for the task.

Varies by approach. RAG in weeks, a full tune longer, and we scope it up front.